Simultaneous Measurement and Modeling of MDOF Static/Thermal Errors of CNC Machine Tool Rotational Axes

被引:0
|
作者
Li, Guolong [1 ]
Xiao, Yang [1 ]
Li, Zheyu [1 ]
Xu, Kai [2 ]
Zhang, Wei [1 ]
机构
[1] State Key Laboratory of Mechanical Transmission, Chongqing University, Chongqing,400044, China
[2] School of Mechanical Engineering, Chongqing University of Technology, Chongqing,400054, China
关键词
Convolutional neural network - Convolutional neural network long-short-term memory - Double ball bar - Error measurements - Multiple degrees of freedom - Rotating axes - Rotational axes - Short term memory - Static/thermal error - Thermal error;
D O I
10.3969/j.issn.1004-132X.2024.08.011
中图分类号
学科分类号
摘要
Existing measurement and modeling methods for CNC machine tool rotational axis errors only considered the influences of multiple degrees of freedom(MDOF) static geometric errors or single degree of freedom thermal errors acting in isolation without accounting for the coupled effects, a simultaneous measurement and modeling for MDOF static/thermal errors in CNC machine tool rotational axes was proposed based on a double ball bar. Firstly, a model was developed to describe the variation in length of the double ball bar using homogeneous coordinate transformation. A static/thermal error identification model was constructed by solving a system of nonhomogeneous linear equations based on this model. Subsequently, to minimize the influences of thermal dissipation on the measurement results, a specific installation mode adapted to the simultaneous measurement of MDOF static/thermal errors was designed to reduce the installation time of the double ball bar. Additionally, a prediction model for MDOF static/thermal errors in rotational axis was established using a CNN-LSTM. Finally, experiments were conducted on the C-axis of a gear grinding machine to rapidly identify the rotational axis errors at various speeds. The accuracy of the prediction model was verified by utilizing the static/thermal error model to predict the errors of C-axis and the variation in length of the double ball bar. © 2024 Chinese Mechanical Engineering Society. All rights reserved.
引用
收藏
页码:1426 / 1434
相关论文
共 50 条
  • [21] Thermal error modeling based on BiLSTM deep learning for CNC machine tool
    Pu-Ling Liu
    Zheng-Chun Du
    Hui-Min Li
    Ming Deng
    Xiao-Bing Feng
    Jian-Guo Yang
    Advances in Manufacturing, 2021, 9 : 235 - 249
  • [22] Thermal error modeling based on BiLSTM deep learning for CNC machine tool
    Liu, Pu-Ling
    Du, Zheng-Chun
    Li, Hui-Min
    Deng, Ming
    Feng, Xiao-Bing
    Yang, Jian-Guo
    ADVANCES IN MANUFACTURING, 2021, 9 (02) : 235 - 249
  • [23] Thermal Error Modeling Method for a CNC Machine Tool Feed Drive System
    Liu, Kuo
    Sun, Mingjia
    Wu, Yuliang
    Zhu, Tiejun
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2015, 2015
  • [24] Thermal error modeling method of CNC machine tool based on unified framework
    Tan F.
    Xiao H.
    Zhang Y.
    Deng C.
    Yin G.
    Yi Qi Yi Biao Xue Bao/Chinese Journal of Scientific Instrument, 2019, 40 (10): : 95 - 103
  • [25] Modeling for CNC Machine Tool Thermal Error Based on DF-LSTM
    Liu Z.
    Zhang Y.
    Liu Q.
    Jixie Gongcheng Xuebao/Journal of Mechanical Engineering, 2024, 60 (07): : 249 - 257
  • [26] Application of projection pursuit regression to thermal error modeling of a CNC machine tool
    Guo Qianjian
    Yang Jianguo
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2011, 55 (5-8): : 623 - 629
  • [27] Recent Patents of Thermal Error Modeling and Thermal Error Prediction of CNC Machine Tool Spindle
    Li, Zhaolong
    Sun, Benchao
    Recent Patents on Engineering, 2024, 18 (10)
  • [28] Modeling, measurement, and evaluation of spindle radial errors in a miniaturized machine tool
    S. Denis Ashok
    G. L. Samuel
    The International Journal of Advanced Manufacturing Technology, 2012, 59 : 445 - 461
  • [29] Modeling, measurement, and evaluation of spindle radial errors in a miniaturized machine tool
    Ashok, S. Denis
    Samuel, G. L.
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2012, 59 (5-8): : 445 - 461
  • [30] Simultaneous Constant Velocity Measurement of the Motion Errors of Linear Axes
    Miller, Jonathan
    Fletcher, Simon
    Longstaff, Andrew
    Parkinson, Simon
    INTERNATIONAL JOURNAL OF AUTOMATION TECHNOLOGY, 2020, 14 (03) : 417 - 428